Table 10 Performance comparison with different patch sizes.
From: Multi-kernel inception-enhanced vision transformer for plant leaf disease recognition
Patch size | Training loss | Training Acc | Validation loss | Validation Acc |
|---|---|---|---|---|
Apple dataset41 | ||||
 2 | 0.3741 | 0.9912 | 0.3302 | 0.9874 |
 4 | 0.3828 | 0.9914 | 0.3722 | 0.9914 |
 8 | 0.3728 | 0.9972 | 0.3732 | 0.9923 |
 16 | 0.3875 | 0.9905 | 0.3826 | 0.9841 |
Rice dataset34 | ||||
 2 | 0.3354 | 0.9942 | 0.3671 | 0.9901 |
 4 | 0.3249 | 1.0000 | 0.3521 | 0.9942 |
 8 | 0.3228 | 1.0000 | 0.3528 | 0.9970 |
 16 | 0.3485 | 0.9912 | 0.3662 | 0.9897 |
Ibean dataset36 | ||||
 2 | 0.3334 | 0.9843 | 0.4264 | 0.9579 |
 4 | 0.3157 | 0.9904 | 0.4178 | 0.9617 |
 8 | 0.3028 | 0.9965 | 0.4028 | 0.9702 |
 16 | 0.3394 | 0.9808 | 0.4349 | 0.9496 |
Cassava dataset42 | ||||
 2 | 0.4417 | 0.8846 | 0.6579 | 0.7319 |
 4 | 0.4259 | 0.9155 | 0.6297 | 0.7552 |
 8 | 0.4228 | 0.9247 | 0.6328 | 0.7651 |
 16 | 0.4491 | 0.8808 | 0.6592 | 0.7296 |
PlantVillage dataset14 | ||||
 2 | 0.1507 | 0.9904 | 0.2142 | 0.9902 |
 4 | 0.1358 | 0.9947 | 0.1857 | 0.9926 |
 8 | 0.1347 | 0.9973 | 0.1836 | 0.9941 |
 16 | 0.2268 | 0.9923 | 0.1926 | 0.9917 |